<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE article SYSTEM "http://www.atmos-chem-phys.net/inc/acp/copernicus.dtd">
<article language="en">
	<journal>
		<journal_title>Atmospheric Chemistry and Physics</journal_title>
		<journal_url>www.atmos-chem-phys.net</journal_url>
		<issn>1680-7316</issn>
		<eissn>1680-7324</eissn>
		<volume_number>8</volume_number>
		<issue_number>13</issue_number>
		<publication_year>2008</publication_year>
	</journal>
	<doi>10.5194/acp-8-3639-2008</doi>
	<article_url>http://www.atmos-chem-phys.net/8/3639/2008/</article_url>
	<abstract_html>http://www.atmos-chem-phys.net/8/3639/2008/acp-8-3639-2008.html</abstract_html>
	<fulltext_pdf>http://www.atmos-chem-phys.net/8/3639/2008/acp-8-3639-2008.pdf</fulltext_pdf>
	<start_page>3639</start_page>
	<end_page>3653</end_page>
	<publication_date>2008-07-10</publication_date>
	<article_title content_type="html">Contribution of residential wood combustion and other sources to hourly winter aerosol in Northern Sweden determined by positive matrix factorization</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>P. Krecl</name>
			<email>patricia.krecl@itm.su.se</email>
		</author>
		<author numeration="2" affiliations="1">
			<name>E. Hedberg Larsson</name>
		</author>
		<author numeration="3" affiliations="1">
			<name>J. Ström</name>
		</author>
		<author numeration="4" affiliations="1">
			<name>C. Johansson</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Department of Applied Environmental Science, Atmospheric Science Unit, Stockholm University, Stockholm, Sweden</affiliation>
	</affiliations>
	<abstract content_type="html">The combined effect of residential wood combustion (RWC)
emissions with stable atmospheric conditions, which frequently occurs in
Northern Sweden during wintertime, can deteriorate the air quality even in
small towns. To estimate the contribution of RWC to the total atmospheric
aerosol loading, positive matrix factorization (PMF) was applied to hourly
mean particle number size distributions measured in a residential area in
Lycksele during winter 2005/2006. The sources were identified based on the
particle number size distribution profiles of the PMF factors, the diurnal
contributions patterns estimated by PMF for both weekends and weekdays, and
correlation of the modeled particle number concentration per factor with
measured aerosol mass concentrations (PM&lt;sub&gt;10&lt;/sub&gt;, PM&lt;sub&gt;1&lt;/sub&gt;, and
light-absorbing carbon M&lt;sub&gt;LAC&lt;/sub&gt;) Through these analyses, the factors were
identified as local traffic (factor 1), local RWC (factor 2), and local RWC
plus long-range transport (LRT) of aerosols (factor 3). In some occasions,
the PMF model could not separate the contributions of local RWC from
background concentrations since their particle number size distributions
partially overlapped. As a consequence, we report the contribution of RWC as
a range of values, being the minimum determined by factor 2 and the possible
maximum as the contributions of both factors 2 and 3. A multiple linear
regression (MLR) of observed PM&lt;sub&gt;10&lt;/sub&gt;, PM&lt;sub&gt;1&lt;/sub&gt;, total particle number, and
M&lt;sub&gt;LAC&lt;/sub&gt; concentrations is carried out to determine the source contribution
to these aerosol variables. The results reveal RWC is an important source of
atmospheric particles in the size range 25–606 nm (44–57%), PM&lt;sub&gt;10&lt;/sub&gt;
(36–82%), PM&lt;sub&gt;1&lt;/sub&gt; (31–83%), and M&lt;sub&gt;LAC&lt;/sub&gt; (40–76%) mass
concentrations in the winter season. The contribution from RWC is especially
large on weekends between 18:00 LT and midnight whereas local traffic
emissions show similar contributions every day.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Boman, C.: Particulate and gaseous emissions from residential biomass combustion, Ph.D. Thesis, Energy Technology and Thermal Process Chemistry, Ume&amp;aring; University, Ume&amp;aring;, Sweden, available at: http://www.diva-portal.org/umu/theses/index.xsql?lang=en, 2005, last access: 25 November 2007. </reference>
		<reference numeration="2" content_type="text"> Burtscher, H.: Comparison of particle emissions from different combustion systems, J. Aerosol Sci., 31, S620–S621, 2000. </reference>
		<reference numeration="3" content_type="text"> Gidhagen, L., Johansson, C., Langner, J., and Olivares, G.: Simulation of NOx and ultrafine particles in a street canyon in Stockholm, Sweden, Atmos. Environ., 38, 2029–2044, 2004. </reference>
		<reference numeration="4" content_type="text"> Gillies, J. A. and Gertler, A. W.: Comparison and evaluation of chemically speciated mobile source PM$_2.5$ particulate matter profiles, J. Air Waste Ma., 1459–1480, 2000. </reference>
		<reference numeration="5" content_type="text"> Glasius, M., Ketzel, M., W&amp;aring;hlin, P., Jensen, B., Mønster, J., Berkowicz, R., and Palmgren, F.: Impact of wood combustion on particle levels in a residential area in Denmark, Atmos. Environ., 40, 7115–7124, 2006. </reference>
		<reference numeration="6" content_type="text"> Gorin, C. A., Collet, J. L., and Herckes, P.: Wood smoke contribution to winter aerosol in Fresno, CA, J. Air Waste Ma., 56, 1584–1590, 2006. </reference>
		<reference numeration="7" content_type="text"> Hedberg, E., Kristensson, A., Ohlsson, M., Johansson, C., Johansson, P. Å., Swietlicki, E., Vesely, E., Wideqvist, U., and Westerholm, R.: Chemical and physical characterization of emissions from birch wood combustion in a wood stove, Atmos. Environ., 36, 4823–4837, 2002. </reference>
		<reference numeration="8" content_type="text"> Hedberg, E., Gidhagen, L., and Johansson, C.: Source contributions to PM$_10$ and arsenic concentrations in Central Chile using positive matrix factorization, Atmos. Environ., 39, 549–561, 2005. </reference>
		<reference numeration="9" content_type="text"> Hedberg, E., Johansson, C., Johansson, L., Swietlicki, E., and Brorström-Lundén, E.: Is levoglucosan a suitable quantitative tracer for wood burning?: comparison with receptor modeling on trace elements in Lycksele, Sweden, J. Air Waste Ma., 56, 1669–1678, 2006. </reference>
		<reference numeration="10" content_type="text"> Hering, S. V., Kreisberg, N. M., Stolzenburg, M. R., and Lewis, G. S.: Comparison of particle size distributions at urban and agricultural sites in California&apos;s San Joaquin Valley, Aerosol Sci. Tech., 41, 86–96, 2007. </reference>
		<reference numeration="11" content_type="text"> Hueglin, C., Gaegauf, C., Künzel, S., and Burtscher, H.: Characterization of wood combustion particles: morphology, mobility, and photoelectric activity, Environ. Sci. Technol., 31, 3439–3447, 1997. </reference>
		<reference numeration="12" content_type="text"> Johansson, L. S., Leckner, B., Gustavsson, L., Cooper, D., Tullin, C., and Potter, A.: Emission characteristics of modern and old-type residential boilers fired with wood logs and wood pellets, Atmos. Environ., 38, 4183–4195, 2004. </reference>
		<reference numeration="13" content_type="text"> Keywood, M. D., Ayers, G. P., Gras, J. L., Gillet, R. W., and Cohen, D.: Size distribution and sources of aerosol in Launceston, Australia, during winter 1997, J. Air Waste Ma., 50, 418–427, 2000. </reference>
		<reference numeration="14" content_type="text"> Khalil, M. A. K. and Rasmussen R. A.: Tracers of wood smoke, Atmos. Environ., 37, 1211–1222, 2003. </reference>
		<reference numeration="15" content_type="text"> Kim, E., Hopke, P. K., Larson, T. V., and Covert, D. S.: Analysis of ambient particle size distributions using Unmix and positive matrix factorization, Environ. Sci. Technol., 38, 202–209, 2004. </reference>
		<reference numeration="16" content_type="text"> Kocbach, A., Johansen, B. V., Schwarze, P. E., and Namork, E.: Analytical electron microscopy of combustion particles: a comparison of vehicle exhaust and residential wood smoke, Sci. Total Environ., 346, 231–243, 2005. </reference>
		<reference numeration="17" content_type="text"> Krecl, P., Ström, J., and Johansson, C.: Carbon content of atmospheric aerosols in a residential area during the wood combustion season in Sweden, Atmos. Environ., 41, 6974–6985, 2007. </reference>
		<reference numeration="18" content_type="text"> Krecl, P., Ström, J., and Johansson, C.: Diurnal variation of atmospheric aerosol during the wood combustion season in Northern Sweden, Atmos. Environ., 42, 4113–4125, 2008. </reference>
		<reference numeration="19" content_type="text"> Kristensson, A., Johansson, C., Westerholm, R., Swietlicki, E., Gidhagen, L., Wideqvist, U., and Vesely, V.: Real-world traffic emission factors of gases and particles measured in a road tunnel in Stockholm, Sweden, Atmos. Environ., 38, 657–673, 2004. </reference>
		<reference numeration="20" content_type="text"> Kristensson, A.: Aerosol particle sources affecting the Swedish air quality at urban and rural level, Ph.D. thesis, Lund Institute of Technology, Lund University, Sweden, available at: http://theses.lub.lu.se/postgrad//search.tkl?field query1=pubid&amp;query1=tec_936&amp;recordformat=display, last access: 5 November 2007, 2005. </reference>
		<reference numeration="21" content_type="text"> Paatero, P. and Tapper, U.: Positive matrix factorization: a non-negative factor model with optimal utilization of error estimates of data values, Environmetrics, 5, 111–126, 1994. </reference>
		<reference numeration="22" content_type="text"> Paatero, P.: User&apos;s guide for positive matrix factorization programs PMF2 and PMF3, 2: reference, 2000. </reference>
		<reference numeration="23" content_type="text"> Paatero, P., Hopke, P. K., Song, X.-H., and Ramadan, Z.: Understanding and controlling rotations in factor analytic models, Chemometr. Intell. Lab., 60, 253–264, 2002. </reference>
		<reference numeration="24" content_type="text"> Paatero, P., Hopke, P. K., Begum, B. A., and Biswas, S. K.: A graphical diagnostic method for assessing the rotation in factor analytical models of atmospheric pollution, Atmos. Environ., 39, 193–201, 2005. </reference>
		<reference numeration="25" content_type="text"> Reddy, C. M., Pearson, A., Xu, L., McNichol, A. P., Benner, B. A., Wise, S. A., Klouda, G. A., Currie, L. A., and Eglinton, T. I.: Radiocarbon as a tool to apportion the sources of polycyclic aromatic hydrocarbons and black carbon in environmental samples, Environ. Sci. Technol., 36, 1774–1782, 2002. </reference>
		<reference numeration="26" content_type="text"> Reff, A., Eberly, S. I., and Bhave, P. V.: Receptor modeling of ambient particulate matter data using positive matrix factorization: review of existing methods, J. Air Waste Ma., 57, 146–154, 2007. </reference>
		<reference numeration="27" content_type="text"> SIKA: Vehicles in counties and municipalities at the turn of the year 2005/2006, http://www.sika-institute.se/Templates/FileInfo.aspx?filepath=/Doclib/Import/101/ss_2006_4.pdf, last access: 17 March 2008, 2006. </reference>
		<reference numeration="28" content_type="text"> Statistics Sweden: Energy statistics for one- to two-dwelling buildings in 2005, Statistiska Meddelanden EN16SM0601, http://www.scb.se/templates/Publikation____178027.asp, last access: 8 November 2007, 2005. </reference>
		<reference numeration="29" content_type="text"> Tunved, P., Hansson, H. C., Kulmala, M., Aalto, P., Viisanen, Y., Karlsson, H., Kristensson, A., Swietlicki, E., Dal Maso, M., Ström, J., and Komppula, M.: One year boundary layer aerosol size distribution data from five Nordic background stations, Atmos. Chem. Phys., 3, 2183–2205, 2003. </reference>
		<reference numeration="30" content_type="text"> Wang, H. and Shooter, D.: Coarse-fine and day-night differences of water-soluble ions in atmospheric aerosols collected in Christchurch and Auckland, New Zealand, Atmos. Environ., 36, 3519–3529, 2002. </reference>
		<reference numeration="31" content_type="text"> Wiedensohler, A., Orsini, D., Covert, D. S., Coffmann, D., Cantrell, W., Havlicek, M., Brechtel, F. J., Russell, L. M., Weber, R. J., Gras, J., Hudson, J. G., and Litchy, M.: Intercomparison study of the size-dependent counting efficiency of 26 condensation particle counters, Aerosol Sci. Tech., 27, 224–242, 1997. </reference>
		<reference numeration="32" content_type="text"> Zhou, L., Kim, E., Hopke, P. K., Stainer, C. O., and Pandis, S.: Advanced factor analysis on Pittsburgh particle size-distribution data, Aerosol Sci. Tech., 38(S1), 118–132, 2004. </reference>
	</references>
</article>

